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Record W7080239511

Unmasked: A Narrative Exploration of Identity in Female Educators with ADHD

2025· other· en· W7080239511 on OpenAlexaboutno aff

Bibliographic record

VenueOCAD University Open Research Repository (OCAD University) · 2025
Typeother
Languageen
FieldComputer Science
TopicGeochemistry and Geologic Mapping
Canadian institutionsnot available
Fundersnot available
KeywordsNarrativeEmpathyIdentity (music)CreativityBurnoutQualitative researchNarrative inquirySubject (documents)
DOInot available

Abstract

fetched live from OpenAlex

This qualitative narrative inquiry explores the lived experiences of five adult female educators in Ontario, Canada who were diagnosed with or self-identify as having Attention Deficit Hyperactivity Disorder (ADHD). Participants teach across elementary, secondary, and post-secondary levels. A college consultant in educational development was also interviewed as a key informant to provide additional context. Data was collected through one semi-structured interview per subject and validated through member-checking and a collaborative reflection process in which participants could help co-author their narrative vignettes. The study investigates how ADHD intersects with gender, professional identity, pedagogy, and institutional systems, especially in women, most of whom discovered their ADHD in adulthood. While each story is unique, the participants from this study described bringing fun, sensitivity, creativity and empathy to a system which has traditionally pathologized ADHD rather than recognize it as an exceptional difference. Themes included paradoxes of identity formation, systemic expectations and pedagogical values. Across educational contexts (elementary, secondary, and post-secondary) systems were seen as underfunded, outdated and unsustainable. Participants shared experiences of burnout and chronic pain as well as some struggles navigating ableism, and internalized stigma. They also reflected on their past as young students with unnamed ADHD and how these experiences shaped their relationships and sense of self. Many participants described teaching in ways they wish they had been taught and shared some examples of how they connect with struggling learners. Common challenges and/or traits included: all-or-nothing thinking, administrative overwhelm, emotional dysregulation, and struggling in environments that are not suited for their physical and mental well-being. This study acknowledges the importance of expansive supportive and inclusionary measures. A student’s learning environment is a teacher’s work environment; therefore, where empathy and support helps one group, it will likely benefit others. The study calls for the creation and implementation of flexible, human-centered approaches to education that acknowledge and value diverse cognitive and emotional experiences within our schools as learning environments and as workplaces.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.984
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.003
Science and technology studies0.0000.001
Scholarly communication0.0000.002
Open science0.0040.002
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.058
GPT teacher head0.312
Teacher spread0.253 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designTheoretical or conceptual
Domainnot available
GenreOther

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

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